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Posted to commits@airflow.apache.org by gi...@apache.org on 2026/03/04 14:21:08 UTC
(airflow-site) branch publish updated: Docs updated via refs/heads/main:478f958a1ff29ef1b7983105e4af7cf4d223e9dc
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The following commit(s) were added to refs/heads/publish by this push:
new 2013586422 Docs updated via refs/heads/main:478f958a1ff29ef1b7983105e4af7cf4d223e9dc
2013586422 is described below
commit 2013586422682517b4d6e542365e0eb4476aa8eb
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Mar 4 14:21:02 2026 +0000
Docs updated via refs/heads/main:478f958a1ff29ef1b7983105e4af7cf4d223e9dc
---
404.html | 6 +-
announcements/index.html | 8 +-
blocktype/index.html | 8 +-
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blocktype/use-case/index.html | 8 +-
blog/airflow-1.10.10/index.html | 10 +-
blog/airflow-1.10.12/index.html | 10 +-
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blog/airflow-survey-2020/index.html | 10 +-
blog/airflow-survey-2022/index.html | 10 +-
blog/airflow-survey-2023/index.html | 10 +-
blog/airflow-survey-2024/index.html | 10 +-
blog/airflow-survey-2025/index.html | 10 +-
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blog/airflow-three-point-oh-is-here/index.html | 10 +-
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blog/fab-oid-vulnerability/index.html | 10 +-
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blog/index.html | 8 +-
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104 files changed, 550 insertions(+), 550 deletions(-)
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Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows using python scripts. A Directed Acyclic Graph (DAG) represents a workflow in Airflow. It is a collection of tasks in a way that shows each task’s relationships and dependencies. You can have as many DAGs as you want, and Airflow will execute them according to the task’s relationships and dependencies. If task B depends on the successful execution of another task A, it means Airflow will run task A and only r [...]
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diff --git a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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<meta itemprop="description" content="I came across Google Season of Docs (GSoD) almost by accident, thanks to my extensive HackerNews and Twitter addiction. I was familiar with the Google Summer of Code but not with this program. It turns out it was the inaugural phase. I read the details, and the process felt a lot like GSoC except that this was about documentation.
About Me I have been writing tech articles on medium as well as my blog for the past 1.5 years. Blogging helps me test my understanding of the concepts as untangling the toughest of ideas in simple sentences requires a considerable time investment.">
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index 1735ce03ee..d69359cc25 100644
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- <updated>2026-03-04T00:05:02Z</updated>
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<link href="/blog/airflow-survey-2025/" rel="alternate"/>
<id>/blog/airflow-survey-2025/</id>
<published>2026-01-22T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
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<author>
<name>Apache Airflow</name>
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<link href="/blog/airflowctl-0.1.0/" rel="alternate"/>
<id>/blog/airflowctl-0.1.0/</id>
<published>2025-10-15T00:00:00Z</published>
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<author>
<name>Apache Airflow</name>
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<id>/blog/airflow-3.1.0/</id>
<published>2025-09-25T00:00:00Z</published>
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<author>
<name>Apache Airflow</name>
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<id>/blog/airflow-three-point-oh-is-here/</id>
<published>2025-04-22T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
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@@ -791,7 +791,7 @@ Let’s build the future of data orchestration—together.</p>
<link href="/blog/airflow-survey-2024/" rel="alternate"/>
<id>/blog/airflow-survey-2024/</id>
<published>2025-02-27T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
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<author>
<name>Apache Airflow</name>
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<id>/blog/airflow-2.10.0/</id>
<published>2024-08-08T00:00:00Z</published>
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<author>
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<id>/blog/airflow-2.9.0/</id>
<published>2024-04-08T00:00:00Z</published>
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<author>
<name>Apache Airflow</name>
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<id>/blog/fab-oid-vulnerability/</id>
<published>2024-02-26T00:00:00Z</published>
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<id>/blog/airflow-2.8.0/</id>
<published>2023-12-15T00:00:00Z</published>
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<author>
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<id>/blog/airflow-survey-2023/</id>
<published>2023-09-21T00:00:00Z</published>
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<author>
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<published>2023-08-18T00:00:00Z</published>
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<author>
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<id>/blog/introducing_setup_teardown/</id>
<published>2023-08-18T00:00:00Z</published>
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<id>/blog/airflow-2.6.0/</id>
<published>2023-04-30T00:00:00Z</published>
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<id>/blog/airflow-2.5.0/</id>
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<id>/blog/airflow-2.4.0/</id>
<published>2022-09-19T00:00:00Z</published>
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<id>/blog/airflow-survey-2022/</id>
<published>2022-06-17T00:00:00Z</published>
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<link href="/blog/airflow_summit_2022/" rel="alternate"/>
<id>/blog/airflow_summit_2022/</id>
<published>2022-05-16T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
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<author>
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@@ -3275,7 +3275,7 @@ communities to watch the event and network.</p>
<link href="/blog/airflow-2.3.0/" rel="alternate"/>
<id>/blog/airflow-2.3.0/</id>
<published>2022-04-30T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3377,7 +3377,7 @@ Sade’s “Smooth Operator”. Enjoy!</li>
<link href="/blog/airflow-2.2.0/" rel="alternate"/>
<id>/blog/airflow-2.2.0/</id>
<published>2021-10-11T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3433,7 +3433,7 @@ Sade’s “Smooth Operator”. Enjoy!</li>
<link href="/blog/airflow_summit_2021/" rel="alternate"/>
<id>/blog/airflow_summit_2021/</id>
<published>2021-03-21T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
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@@ -3455,7 +3455,7 @@ participate in its development.</p>
<link href="/blog/airflow-survey-2020/" rel="alternate"/>
<id>/blog/airflow-survey-2020/</id>
<published>2021-03-09T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
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@@ -4780,7 +4780,7 @@ to share their experience and tools.</p>
<link href="/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
<id>/blog/airflow-two-point-oh-is-here/</id>
<published>2020-12-17T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4874,7 +4874,7 @@ Docs on <a href="http://airflow.apache.org/docs/apache-airflow-providers/package
<link href="/blog/experience-with-airflow-as-an-outreachy-intern/" rel="alternate"/>
<id>/blog/experience-with-airflow-as-an-outreachy-intern/</id>
<published>2020-08-30T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4935,7 +4935,7 @@ community that has been made my summer, one to remember.</p>
<link href="/blog/airflow-1.10.12/" rel="alternate"/>
<id>/blog/airflow-1.10.12/</id>
<published>2020-08-25T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5056,7 +5056,7 @@ William Tran, Xiaodong Deng, YI FU, Zikun Zhu, dewaldabrie, pulsar314, retornam,
<link href="/blog/apache-airflow-for-newcomers/" rel="alternate"/>
<id>/blog/apache-airflow-for-newcomers/</id>
<published>2020-08-17T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
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@@ -5169,7 +5169,7 @@ and <a href="https://github.com/turbaszek">Tomek</a> for all their support. I&rs
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<id>/blog/implementing-stable-api-for-apache-airflow/</id>
<published>2020-07-19T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5255,7 +5255,7 @@ wonderful reviews. I’m grateful.</p>
<link href="/blog/airflow-1.10.10/" rel="alternate"/>
<id>/blog/airflow-1.10.10/</id>
<published>2020-04-09T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5398,7 +5398,7 @@ objc[1873]: +[__NSPlaceholderDate initialize] may have been in progress in anoth
<link href="/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
<id>/blog/airflow-1.10.8-1.10.9/</id>
<published>2020-02-23T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5453,7 +5453,7 @@ for 1.10.* series but would no longer be available from Airflow 2.0</p>
<link href="/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/" rel="alternate"/>
<id>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
<published>2019-12-20T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5551,7 +5551,7 @@ After a lot of trial and error, we arrived at a version with which both of us co
<link href="/blog/airflow-survey/" rel="alternate"/>
<id>/blog/airflow-survey/</id>
<published>2019-12-11T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6354,7 +6354,7 @@ declare DAGs.</p>
<link href="/blog/announcing-new-website/" rel="alternate"/>
<id>/blog/announcing-new-website/</id>
<published>2019-12-11T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6386,7 +6386,7 @@ and that its improved accessibility increases adoption and use of Apache Airflow
<link href="/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/" rel="alternate"/>
<id>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6401,7 +6401,7 @@ and that its improved accessibility increases adoption and use of Apache Airflow
<link href="/blog/documenting-using-local-development-environments/" rel="alternate"/>
<id>/blog/documenting-using-local-development-environments/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6440,7 +6440,7 @@ a team for 3 months.</p>
<link href="/blog/its-a-breeze-to-develop-apache-airflow/" rel="alternate"/>
<id>/blog/its-a-breeze-to-develop-apache-airflow/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-03-04T00:05:02Z</updated>
+ <updated>2026-03-04T15:17:33Z</updated>
<author>
<name>Apache Airflow</name>
</author>
diff --git a/blog/introducing_setup_teardown/index.html b/blog/introducing_setup_teardown/index.html
index 51dda514ae..840fee7dfb 100644
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@@ -31,13 +31,13 @@
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<meta property="article:published_time" content="2023-08-18T00:00:00+00:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Introducing Setup and Teardown tasks">
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<meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
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diff --git a/chunk-744.94a91.js b/chunk-744.d9cd6.js
similarity index 100%
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rename to chunk-744.d9cd6.js
diff --git a/chunk-808.d9cd6.js b/chunk-808.d9cd6.js
new file mode 100644
index 0000000000..0676c8c486
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diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 1051af6c04..a264c8e8cf 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
<meta itemprop="name" content="Code of Conduct">
<meta itemprop="description" content="Community Code of Conduct All Airflow Community groups abide by The Apache Software Foundation’s (ASF) Code of Conduct . Below, please find a breakdown of how that code applies to Airflow Slack and in-person Meetups
Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code of Conduct . In addition to those primary guidelines, these policies are specifically for Airflow Slack. The Airflow Slack community contains 40,000+ members and continues to grow. Because this community is run by the very practitioners who build in Airflow daily, our members feel a sense of camaraderie, ownership, and comfortability here. ">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
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</body>
</html>
diff --git a/community/index.html b/community/index.html
index 88802fed57..5361e26624 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content="Want to contribute? Join the Dev list The Dev list is the preferred channel for announcements, proposals and votes. Manage your subscription:">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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<link rel="preload" href="/" as="script">
@@ -1766,6 +1766,35 @@
+<div class="card">
+ <div class="box-event">
+ <img src="/external/profiles/gopidesupavan.png" alt="Committer Pavan Kumar Gopidesu" class="avatar"/>
+ <p class="box-event__committer--nick">@gopidesupavan</p>
+ <p class="bodytext__medium--brownish-grey">Pavan Kumar Gopidesu</p>
+ <div class="box-event__committer--social-media-container">
+
+
+
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+</svg>
+
+ </a>
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+ </div>
+</div>
+
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+
+ <div class="list-item">
+
+
+
<div class="card">
<div class="box-event">
<img src="/external/profiles/pierrejeambrun.png" alt="Committer Pierre Jeambrun" class="avatar"/>
@@ -2764,35 +2793,6 @@
-<div class="card">
- <div class="box-event">
- <img src="/external/profiles/gopidesupavan.png" alt="Committer Pavan Kumar Gopidesu" class="avatar"/>
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-
- <div class="list-item">
-
-
-
<div class="card">
<div class="box-event">
<img src="/external/profiles/phanikumv.png" alt="Committer Phani Kumar" class="avatar"/>
@@ -4483,6 +4483,35 @@
+<div class="card">
+ <div class="box-event">
+ <img src="/external/profiles/gopidesupavan.png" alt="Committer Pavan Kumar Gopidesu" class="avatar"/>
+ <p class="box-event__committer--nick">@gopidesupavan</p>
+ <p class="bodytext__medium--brownish-grey">Pavan Kumar Gopidesu</p>
+ <div class="box-event__committer--social-media-container">
+
+
+
+ <a href="https://github.com/gopidesupavan" class="box-event__committer--social-media-icon">
+ <svg xmlns="http://www.w3.org/2000/svg" width="30.76" height="30">
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+ data-name="Path 224" fill="#51504f" fill-rule="evenodd"/>
+</svg>
+
+ </a>
+
+
+
+ </div>
+ </div>
+</div>
+
+ </div>
+
+ <div class="list-item">
+
+
+
<div class="card">
<div class="box-event">
<img src="/external/profiles/pierrejeambrun.png" alt="Committer Pierre Jeambrun" class="avatar"/>
@@ -5481,35 +5510,6 @@
-<div class="card">
- <div class="box-event">
- <img src="/external/profiles/gopidesupavan.png" alt="Committer Pavan Kumar Gopidesu" class="avatar"/>
- <p class="box-event__committer--nick">@gopidesupavan</p>
- <p class="bodytext__medium--brownish-grey">Pavan Kumar Gopidesu</p>
- <div class="box-event__committer--social-media-container">
-
-
-
- <a href="https://github.com/gopidesupavan" class="box-event__committer--social-media-icon">
- <svg xmlns="http://www.w3.org/2000/svg" width="30.76" height="30">
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-
- <div class="list-item">
-
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-
<div class="card">
<div class="box-event">
<img src="/external/profiles/phanikumv.png" alt="Committer Phani Kumar" class="avatar"/>
@@ -6102,6 +6102,6 @@
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- <script src="/main.94a91.js"></script>
+ <script src="/main.d9cd6.js"></script>
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diff --git a/community/resources/index.html b/community/resources/index.html
index 6f6636402d..48634043d7 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="community">
- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
+ <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Apache Airflow">
<meta itemprop="description" content="Promo Materials Download official Apache Airflow branding materials, including logos and banners, to accurately represent and promote the project. Airflow logos Logo SVGs (light): Horizontal, Small, Icon Logo SVGs (dark): Horizontal, Small, Icon Brandbook Drawio Diagrams Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
<meta itemprop="wordCount" content="43">
<meta itemprop="image" content="/images/feature-image.png">
@@ -85,8 +85,8 @@
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+<link rel="preload" href="/main.d9cd6.js" as="script">
+<link rel="preload" href="/chunk-608.d9cd6.js" as="script">
<link rel="preload" href="/" as="script">
@@ -732,6 +732,6 @@
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- <script src="/main.94a91.js"></script>
+ <script src="/main.d9cd6.js"></script>
</html>
diff --git a/docs.94a91.js b/docs.d9cd6.js
similarity index 100%
rename from docs.94a91.js
rename to docs.d9cd6.js
diff --git a/docs/index.html b/docs/index.html
index a1c7900a21..641449ff35 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Documentation Apache Airflow® Apache Airflow Core, which includes webserver, scheduler, CLI and other components that are needed for minimal Airflow installation. Read the documentation »
Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-line interface (CLI) for Apache Airflow that interacts exclusively with the Airflow REST API. It provides a secure, auditable, and consistent way to manage Airflow deployments — without direct access to the metadata database. Read the documentation »">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
<meta itemprop="wordCount" content="586">
<meta itemprop="image" content="/images/feature-image.png">
@@ -86,8 +86,8 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
-<link rel="preload" href="/main.94a91.js" as="script">
-<link rel="preload" href="/chunk-608.94a91.js" as="script">
+<link rel="preload" href="/main.d9cd6.js" as="script">
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<link rel="preload" href="/" as="script">
@@ -955,6 +955,6 @@ use the released versions of these providers if you need to.</p>
</body>
- <script src="/main.94a91.js"></script>
+ <script src="/main.d9cd6.js"></script>
</html>
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 6965c2cbc3..ae7276c940 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ If you would you like to be included on this page, please reach out to the Apach
<meta itemprop="name" content="Ecosystem">
<meta itemprop="description" content=" Ecosystem These resources and services are not maintained, nor endorsed by the Apache Airflow® Community and Apache Airflow project (maintained by the Committers and the Airflow PMC). Use them at your sole discretion. The community does not verify the licences nor validity of those tools, so it’s your responsibility to verify them.
If you would you like to be included on this page, please reach out to the Apache Airflow dev or user mailing list and let us know or simply open a Pull Request to that page.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
<meta itemprop="wordCount" content="2190">
<meta itemprop="image" content="/images/feature-image.png">
@@ -86,8 +86,8 @@ If you would you like to be included on this page, please reach out to the Apach
-<link rel="preload" href="/main.94a91.js" as="script">
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+<link rel="preload" href="/main.d9cd6.js" as="script">
+<link rel="preload" href="/chunk-608.d9cd6.js" as="script">
<link rel="preload" href="/" as="script">
@@ -804,7 +804,7 @@ If you would you like to be included on this page, please reach out to the Apach
- <script src="/main.94a91.js"></script>
+ <script src="/main.d9cd6.js"></script>
</body>
</html>
diff --git a/index.html b/index.html
index e4d55e7509..b42f7ce3f0 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Home">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
<meta itemprop="image" content="/images/feature-image.png">
@@ -83,8 +83,8 @@
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+<link rel="preload" href="/main.d9cd6.js" as="script">
+<link rel="preload" href="/chunk-608.d9cd6.js" as="script">
<link rel="preload" href="/" as="script">
@@ -1553,7 +1553,7 @@ The interactive report is hosted by Astronomer. The Apache Airflow community tha
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+ <script src="/main.d9cd6.js"></script>
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</html>
diff --git a/main.94a91.js b/main.d9cd6.js
similarity index 98%
rename from main.94a91.js
rename to main.d9cd6.js
index 34707a6cb5..69d1c66ee0 100644
--- a/main.94a91.js
+++ b/main.d9cd6.js
@@ -1 +1 @@
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diff --git a/meetups/index.html b/meetups/index.html
index dbcc45156f..ead2324546 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
<meta itemprop="image" content="/images/feature-image.png">
@@ -83,8 +83,8 @@
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+<link rel="preload" href="/main.d9cd6.js" as="script">
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<link rel="preload" href="/" as="script">
@@ -1129,6 +1129,6 @@
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- <script src="/main.94a91.js"></script>
+ <script src="/main.d9cd6.js"></script>
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diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 01131c9823..9f036138ed 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Privacy notice">
<meta itemprop="description" content="Privacy Notice The website follows the Privacy Policy of the Apache Software Foundation.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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<meta itemprop="image" content="/images/feature-image.png">
@@ -84,8 +84,8 @@
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+<link rel="preload" href="/main.d9cd6.js" as="script">
+<link rel="preload" href="/chunk-608.d9cd6.js" as="script">
<link rel="preload" href="/" as="script">
@@ -686,6 +686,6 @@
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- <script src="/main.94a91.js"></script>
+ <script src="/main.d9cd6.js"></script>
</html>
diff --git a/roadmap/index.html b/roadmap/index.html
index a484a8425b..c7d88775fd 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
<meta itemprop="name" content="Roadmap">
<meta itemprop="description" content="TODO: Roadmap page is temporarily hidden. When the content is ready, re-add the page by putting the following code in the frontmatter:
--- title: "Roadmap" linkTitle: "Roadmap" showSideNav: false menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around (it may not be very intuitive for everyone at first) is that this Airflow Python script is really just a configuration file specifying the DAG’s structure as code. The actual tasks defined here will run in a different context from the context of this script. Different tasks run on different workers at different points in time, which [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
@@ -86,8 +86,8 @@
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+<link rel="preload" href="/main.d9cd6.js" as="script">
+<link rel="preload" href="/chunk-608.d9cd6.js" as="script">
<link rel="preload" href="/" as="script">
@@ -873,6 +873,6 @@ not minutes) since the scheduler will execute it periodically to reflect the cha
</body>
- <script src="/main.94a91.js"></script>
+ <script src="/main.d9cd6.js"></script>
</html>
diff --git a/search/index.html b/search/index.html
index 0f83528acc..7d663c9894 100644
--- a/search/index.html
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diff --git a/sitemap.xml b/sitemap.xml
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- <lastmod>2026-03-04T00:05:02+01:00</lastmod>
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</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2026-03-04T00:05:02+01:00</lastmod>
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</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2026-03-04T00:05:02+01:00</lastmod>
+ <lastmod>2026-03-04T15:17:33+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
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<loc>/blog/airflow-three-point-oh-is-here/</loc>
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<loc>/blog/airflow-survey-2024/</loc>
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- <lastmod>2026-03-04T00:05:02+01:00</lastmod>
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<loc>/blog/tags/vulnerabilities/</loc>
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<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2026-03-04T00:05:02+01:00</lastmod>
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<loc>/announcements/</loc>
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<loc>/blog/tags/rest-api/</loc>
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<loc>/blog/airflow-1.10.8-1.10.9/</loc>
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<loc>/blog/tags/documentation/</loc>
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<loc>/blog/airflow-survey/</loc>
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<loc>/blog/announcing-new-website/</loc>
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index 4e4fc11696..f84adc7005 100644
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<meta itemprop="description" content="What was the problem? Before adopting Airflow at adjoe, we handled job scheduling in two main ways: by setting up Kubernetes cronjobs or building AWS Lambda functions. While both approaches had their benefits, they also came with limitations, especially when it came to managing more complex workloads. As our data science teams needs evolved, it became clear that we needed a more robust and flexible orchestration tool.
How did Apache Airflow help to solve this problem? With the creation of a new AWS environment for the data science teams, we introduced Airflow on Kubernetes as our primary orchestration solution, addressing both stability and scalability requirements.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index 0617e2ef72..4d8af24b92 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adobe">
<meta itemprop="description" content="What was the problem? Modern big data platforms need sophisticated data pipelines connecting to many backend services enabling complex workflows. These workflows need to be deployed, monitored, and run either on regular schedules or triggered by external events. Adobe Experience Platform component services architected and built an orchestration service to enable their users to author, schedule, and monitor complex hierarchical (including sequential [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index a2f0a33e2b..822dd0be56 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adyen">
<meta itemprop="description" content="What was the problem? Many years ago we started out with our own orchestration framework. Due to all the required custom functionality it made sense at the time. However, quickly we realized creating an orchestration tool is not to be underestimated. With the quickly increasing number of users and teams, time spent on fixing issues increased, severely limiting development speed. Furthermore, due to it not being open source, we constantly had to mak [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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@@ -726,6 +726,6 @@
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diff --git a/use-cases/big-fish-games/index.html b/use-cases/big-fish-games/index.html
index 1b4a50e90b..16c79bc5a1 100644
--- a/use-cases/big-fish-games/index.html
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@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Big Fish Games">
<meta itemprop="description" content="What was the problem? The main challenge is the lack of standardized ETL workflow orchestration tools. PowerShell and Python-based ETL frameworks built in-house are currently used for scheduling and running analytical workloads. However, there is no web UI through which we can monitor these workflows and it requires additional effort to maintain this framework. These scheduled jobs based on external dependencies are not well suited to modern Big Da [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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diff --git a/use-cases/business_operations/index.html b/use-cases/business_operations/index.html
index d32f9a4c55..00561dc1d5 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the pipelines that power a c
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Business Operations">
<meta itemprop="description" content="Use Airflow for Business operations pipelines Airflow can be the starting point for your business idea! For many companies, Airflow delivers the data that powers their core business applications. Whether you need to aggregate user data to power personalized recommendations, display analytics in a user-facing dashboard, or prepare the input data for an LLM, Airflow is the perfect orchestrator.
This video shows an example of using Airflow to run the pipelines that power a customer-facing analytics dashboard. You can find the code shown in this example here.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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<meta itemprop="wordCount" content="425">
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diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 1caf657eb9..f0bc11726c 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Dish">
<meta itemprop="description" content="What was the problem? We faced increasing complexity managing lengthy crontabs with scheduling being an issue, this required carefully planning timing due to resource constraints, usage patterns, and especially custom code needed for retry logic. In the last case, having to verify success of previous jobs and/or steps prior to running the next. Furthermore, time to results is important, but we were increasingly relying on buffers for processing, wh [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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diff --git a/use-cases/etl_analytics/index.html b/use-cases/etl_analytics/index.html
index 6e0dcfe386..d3af833d20 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="ETL/ELT">
<meta itemprop="description" content="Use Airflow for ETL/ELT pipelines Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines are the most common use case for Apache Airflow. 90% of respondents in the 2023 Apache Airflow survey are using Airflow for ETL/ELT to power analytics use cases.
The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate data from a CSV file, as well as weather data from an API, runs transformations and then loads the results into a database to power a dashboard.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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@@ -88,8 +88,8 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
-<link rel="preload" href="/main.94a91.js" as="script">
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@@ -743,6 +743,6 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 42f4795040..fc72a73bba 100644
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@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
<meta property="og:locale" content="en">
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<meta property="article:section" content="use-cases">
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<meta itemprop="name" content="Experity">
<meta itemprop="description" content="What was the problem? We had to deploy our complex, flagship app to multiple nodes in multiple ways. This required tasks to communicate across Windows nodes and coordinate timing perfectly. We did not want to buy an expensive enterprise scheduling tool and needed ultimate flexibility.
How did Apache Airflow help to solve this problem? Ultimately we decided flexible, multi-node, DAG capable tooling was key and airflow was one of the few tools that fit that bill. Having it based on open source and python were large factors that upheld our core principles. At the time, Airflow was missing a windows hook and operator so we contributed the WinRM hook and operator back to the community. Given its flexibility we also use DAG generators to have our metadata drive our DAGs and [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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@@ -88,8 +88,8 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
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diff --git a/use-cases/index.html b/use-cases/index.html
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<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
index e6f8cf7288..7687c69a21 100644
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@@ -31,13 +31,13 @@ Infrastructure management is often needed within the context of other use cases,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Infrastructure Management">
<meta itemprop="description" content="Use Airflow for Infrastructure Management Airflow can interact with any API, which makes it a great tool to manage your infrastructure, such as Kubernetes or Spark clusters running in any cloud. As of Airflow 2.7, the setup/teardown feature is available, a special type of task with intelligent behavior to spin up and tear down infrastructure at the exact time you need it.
Infrastructure management is often needed within the context of other use cases, such as MLOps, or implementing data quality checks. This video shows an example of how it might be used for an MLOps pipeline. You can find the code shown in this example here.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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@@ -88,8 +88,8 @@ Infrastructure management is often needed within the context of other use cases,
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@@ -740,6 +740,6 @@ Infrastructure management is often needed within the context of other use cases,
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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index ff7e6f756f..fb040bde58 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="MLOps">
<meta itemprop="description" content="Use Airflow for Machine Learning Operations (MLOps) Machine Learning Operations (MLOps) is a broad term encompassing everything needed to run machine learning models in production. MLOps is a rapidly evolving field with many different best practices and behavioral patterns, with Apache Airflow providing tool agnostic orchestration capabilities for all steps. An emerging subset of MLOps is Large Language Model Operations (LLMOps), which focuses on d [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 04f7049ac1..b0da9bcc3d 100644
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@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third party data sources, clou
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<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Onefootball">
<meta itemprop="description" content="What was the problem? With millions of daily active users, managing the complexity of data engineering at Onefootball is a constant challenge. Lengthy crontabs, multiplication of custom API clients, erosion of confidence in the analytics served, increasing heroism (“only one person can solve this issue”). Those are the challenges that most teams face unless they consciously invest in their tools and processes.
On top of that, new data tools appear each month: third party data sources, cloud providers solutions, different storage technologies… Managing all those integrations is costly and brittle, especially for small data engineering teams that are trying to do more with less.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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@@ -88,8 +88,8 @@ On top of that, new data tools appear each month: third party data sources, clou
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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
index 62c19043d7..dca6495d48 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research & Development department carries out various experiments, and in all of them, we need to create workflow orchestrations for solving tasks in game dev. Previously, we didn’t have any suitable tools with a sufficient number of built-in functions, and we had to orchestrate processes manually and entirely from scratch every time. This led to difficulties with dependencies and monitoring when building complex workf [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index c45fd37ae7..807f3b0a09 100644
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@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver value to the business,
<meta property="og:locale" content="en">
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- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at Seniorlink, we provide services, support, and technology that engages family caregivers. One of our focuses is using data to bolster our knowledge and improve the experience of our users. Like many looking to build an effective data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the business, deploying these data services in AWS using a mixture of EMR, ECS, Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up with one monolithic batch process with many smaller satellite jobs. Given the scale and quantity of jobs, we began to lose transparency as to what was happening. Additionally, many jobs were launched in a single EMR cluster and so tightly coupled that a failure in o [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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<meta itemprop="wordCount" content="400">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
@@ -88,8 +88,8 @@ We had built a robust stack of batch processes to deliver value to the business,
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diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 0819b8b5da..fcc6f58480 100644
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@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Sift">
<meta itemprop="description" content="What was the problem? At Sift, we’re constantly training machine learning models that feed into the core of Sift’s Digital Trust & Safety platform. The platform gives our customers a way to discern suspicious online behavior from trustworthy behavior, allowing our customers to protect their online transactions, maintain the integrity of their content platforms, and keep their users’ accounts secure. To make this possible, we’ve built model trai [...]
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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<meta itemprop="wordCount" content="641">
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<meta itemprop="keywords" content="Testimonial">
@@ -86,8 +86,8 @@
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diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index c7ac237a30..46b88e1126 100644
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@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
+ <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team at Snapp, one of the largest and fastest-growing internet companies in the Middle East, we have experienced significant growth over the past couple of years, expanding from a team of 7 to a team of 60. However, with this growth came the realization that some of our crucial tasks were being performed manually. This manual approach consumed valuable time and hindered our ability to execute these tasks efficiently.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 91cd518a3e..3036adb9d8 100644
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@@ -31,13 +31,13 @@ The construction of these containers requires the installation of several librar
<meta property="og:locale" content="en">
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<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-04T00:05:02+01:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="RancherBySUSE">
<meta itemprop="description" content="What was the problem? Our aim was to build, package, test and distribute curated and trusted containers at scale in an automated way. Those containers can be of any nature, meaning that we need a solution that allows us to build any kind of software with any kind of building tools like Maven, Rust, Java, Ant, or Go.
The construction of these containers requires the installation of several libraries (which may even conflict) and the orchestration of complex workflows with several integrations, executed either on a scheduled basis or triggered by events from external systems.">
- <meta itemprop="dateModified" content="2026-03-04T00:05:02+01:00">
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<meta itemprop="wordCount" content="361">
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@@ -88,8 +88,8 @@ The construction of these containers requires the installation of several librar
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